Using Predictive Modeling and Supervised Machine Learning to Identify Patients at Risk for Venous Thromboembolism Following Posterior Lumbar Fusion

Risk factors for venous thromboembolism following spinal surgery

(2020) Lu Zhang et al.   MEDICINE

Using Machine Learning to Predict Clinical Outcomes After Shoulder Arthroplasty with a Minimal Feature Set

(2020) Vikas Kumar et al.   JOURNAL OF SHOULDER AND ELBOW SURGERY

Machine learning can reliably identify patients at risk of overnight hospital admission following anterior cruciate ligament reconstruction

(2020) Yining Lu et al.   KNEE SURGERY SPORTS TRAUMATOLOGY ARTHROSCOPY

Trends in national utilization of posterior lumbar fusion and 30-day reoperation and readmission rates from 2006–2016

(2020) Jonathan T. Yamaguchi et al.   CLINICAL NEUROLOGY AND NEUROSURGERY

Using Predictive Modeling and Machine Learning to Identify Patients Appropriate for Outpatient ACDF

(2020) Kevin Y. Wang et al.   SPINE

Machine Learning for Health Services Researchers

(2019) Patrick Doupe et al.   VALUE IN HEALTH

Predictable Risk Factors of Spontaneous Venous Thromboembolism in Patients Undergoing Spine Surgery

(2019) Wen-Qiang Xin et al.   World Neurosurgery

Predictive analytics with gradient boosting in clinical medicine

(2019) Zhongheng Zhang et al.   Annals of Translational Medicine

Reoperation rates after posterior lumbar spinal fusion surgery according to preoperative diagnoses: A national population-based cohort study

(2019) Moon Soo Park et al.   CLINICAL NEUROLOGY AND NEUROSURGERY

Validated Risk-Stratification System for Prediction of Early Adverse Events Following Open Reduction and Internal Fixation of Closed Ankle Fractures

(2019) Daniel D. Bohl et al.   JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME

Development of a Risk Stratification Scoring System to Predict General Surgical Complications in Hand Surgery Patients

(2018) Joshua W. Hustedt et al.   JOURNAL OF HAND SURGERY-AMERICAN VOLUME

Systematic Changes in the National Surgical Quality Improvement Program Database Over the Years Can Affect Comorbidity Indices Such as the Modified Frailty Index and Modified Charlson Comorbidity Index for Lumbar Fusion Studies

(2018) Blake N. Shultz et al.   SPINE

Risk factors and pharmacologic prophylaxis for venous thromboembolism in elective spine surgery

(2018) Ryan P. McLynn et al.   Spine Journal

Discriminative ability of commonly used indices to predict adverse outcomes after poster lumbar fusion: a comparison of demographics, ASA, the modified Charlson Comorbidity Index, and the modified Frailty Index

(2018) Nathaniel T. Ondeck et al.   Spine Journal

Safe Selection of Outpatient Joint Arthroplasty Patients With Medical Risk Stratification: the “Outpatient Arthroplasty Risk Assessment Score”

(2017) R. Michael Meneghini et al.   JOURNAL OF ARTHROPLASTY

Symptom severity classification with gradient tree boosting

(2017) Yang Liu et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Charlson comorbidity index derived from chart review or administrative data: agreement and prediction of mortality in intensive care patients

(2017) Knut Stavem et al.   Clinical Epidemiology

Development and Validation of a Risk Stratification System for Pulmonary Embolism After Elective Primary Total Joint Arthroplasty

(2016) Daniel D. Bohl et al.   JOURNAL OF ARTHROPLASTY

Factors predicting venous thromboembolism after spine surgery

(2016) Tao Wang et al.   MEDICINE

National trends in the surgical treatment for lumbar degenerative disc disease: United States, 2000 to 2009

(2015) Hiroyuki Yoshihara et al.   Spine Journal

Trends in the surgical treatment of lumbar spine disease in the United States

(2015) William C. Pannell et al.   Spine Journal

Case series of elective instrumented posterior lumbar spinal fusions demonstrating a low incidence of venous thromboembolism

(2014) Benjamin Weber et al.   ANZ JOURNAL OF SURGERY

Comparative Study of the Prevalence of Venous Thromboembolism After Elective Spinal Surgery

(2013) Katsuhito Yoshioka et al.   ORTHOPEDICS

ASA grade and Charlson Comorbidity Index of spinal surgery patients: correlation with complications and societal costs

(2013) Robert G. Whitmore et al.   Spine Journal

Deep Venous Thrombosis in Spine Surgery Patients: Incidence and Hematoma Formation

(2012) Thair M. Al-Dujaili et al.   INTERNATIONAL SURGERY

Venous Thromboembolism Risk and Prophylaxis in the Acute Care Hospital Setting (ENDORSE Survey)

(2010) Ajay K. Kakkar et al.   ANNALS OF SURGERY

Toward Robust Information: Data Quality and Inter-Rater Reliability in the American College of Surgeons National Surgical Quality Improvement Program

(2009) Mira Shiloach et al.   JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS